{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import csv\n",
    "import matplotlib.pyplot as plt\n",
    "import pathlib\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def read_train_test_loss_acc(root_dir):\n",
    "    train_logs = list(pathlib.Path(root_dir).glob('train_log_epoch*.txt'))\n",
    "    valid_logs = list(pathlib.Path(root_dir).glob('valid_log_epoch*.txt'))\n",
    "    train_logs = sorted(train_logs, key=lambda i: int(re.split(r'(\\d+)', str(i))[1]))\n",
    "    valid_logs = sorted(valid_logs, key=lambda i: int(re.split(r'(\\d+)', str(i))[1]))\n",
    "    train_loss, test_loss, train_acc, test_acc, train_epochs, test_epochs = [],[],[],[],[],[]\n",
    "    for log in train_logs:\n",
    "        with open(log, 'r') as f:\n",
    "            reader = csv.reader(f, delimiter = '\\t')\n",
    "            d = list(reader)\n",
    "            train_loss.append(float(d[0][2]))\n",
    "            train_acc.append(float(d[0][1]))\n",
    "            train_epochs.append(int(d[0][0]))\n",
    "            \n",
    "    for log in valid_logs:\n",
    "        with open(log, 'r') as f:\n",
    "            reader = csv.reader(f, delimiter = '\\t')\n",
    "            d = list(reader)\n",
    "            test_loss.append(float(d[0][2]))\n",
    "            test_acc.append(float(d[0][1]))\n",
    "            test_epochs.append(int(d[0][0]))\n",
    "    \n",
    "    return train_loss, test_loss, train_acc, test_acc, train_epochs, test_epochs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pretrained ResNet - Freeze FC only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last test acc: 0.895 max: 0.899\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_loss, test_loss, train_acc, test_acc, train_epochs, test_epochs = read_train_test_loss_acc('log')\n",
    "f = plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.title(f'Triplet Loss (train: {round(train_loss[-1], 3)}, test: {round(test_loss[-1], 3)})')\n",
    "plt.plot(train_epochs[213:], train_loss[213:], color = '#2c3e50', label = 'Train: VGGFace2')\n",
    "plt.xlabel('Epoch', fontsize = 15)\n",
    "plt.ylabel('Loss', fontsize = 15)\n",
    "plt.ylim(0, max(train_loss)+0.1*max(train_loss))\n",
    "plt.plot(test_epochs[213:], test_loss[213:], color = '#16a085', label = 'Test: LFW')\n",
    "plt.legend(frameon=False)\n",
    "plt.xticks(np.arange(min(train_epochs[213:]), max(train_epochs[213:])+1, len(train_epochs)//15))\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title(f'Accuracy (train: {round(train_acc[-1], 3)}, test: {round(test_acc[-1], 3)})')\n",
    "plt.plot(train_epochs[213:], train_acc[213:], color = '#2c3e50', label = 'Train: VGGFace2')\n",
    "plt.xlabel('Epoch', fontsize = 15)\n",
    "plt.ylabel('Accuracy', fontsize = 14)\n",
    "plt.ylim(min(train_acc)-.05*min(train_acc), 1)\n",
    "plt.plot(test_epochs[213:], test_acc[213:], color = '#16a085', label = 'Test: LFW')\n",
    "plt.legend(frameon=False, loc='lower right')\n",
    "plt.xticks(np.arange(min(train_epochs[213:]), max(train_epochs[213:])+1, len(train_epochs)//15))\n",
    "plt.savefig('log/a-graph-loss-accuracy.jpg', dpi=f.dpi)\n",
    "print('Last test acc:', round(test_acc[-1], 3), 'max:', round(max(test_acc), 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max test acc: 0.835\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "<<<<<<< LOCAL CELL DELETED >>>>>>>\n",
    "train_loss, test_loss, train_acc, test_acc, train_epochs, test_epochs = read_train_test_loss_acc('log')\n",
    "\n",
    "f = plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('Facenet Loss')\n",
    "plt.plot(train_epochs, train_loss, color = '#2c3e50', label = 'Train: VGGFace2')\n",
    "plt.xlabel('Epoch', fontsize = 15)\n",
    "plt.ylabel('Loss', fontsize = 15)\n",
    "plt.ylim(0, max(train_loss)+0.1*max(train_loss))\n",
    "plt.plot(test_epochs, test_loss, color = '#16a085', label = 'Test: LFW')\n",
    "plt.legend(loc='lower left')\n",
    "plt.xticks(np.arange(min(train_epochs), max(train_epochs)+1, 2.0))\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title('Facenet Acc')\n",
    "plt.plot(train_epochs, train_acc, color = '#2c3e50', label = 'Train: VGGFace2')\n",
    "plt.xlabel('Epoch', fontsize = 15)\n",
    "plt.ylabel('Accuracy', fontsize = 14)\n",
    "plt.ylim(min(train_acc)-.05*min(train_acc), 1)\n",
    "plt.plot(test_epochs, test_acc, color = '#16a085', label = 'Test: LFW')\n",
    "plt.legend(loc='upper left')\n",
    "plt.xticks(np.arange(min(train_epochs), max(train_epochs)+1, 2.0))\n",
    "plt.savefig('log/a-graph-loss-fc-only-accuracy.jpg', dpi=f.dpi)\n",
    "print('Max test acc:', round(max(test_acc), 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
